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Neural Network Optimization

3648 directly classified papers

Papers per year

Papers

TRACT: Regression-Aware Fine-tuning Meets Chain-of-Thought Reasoning for LLM-as-a-Judge ACL 2025
Mixture-of-Clustered-Experts: Advancing Expert Specialization and Generalization in Instruction Tuning EMNLP 2025
The Role of Outgoing Connection Heterogeneity in Feedforward Layers of Large Language Models EMNLP 2025
Memory-Efficient Backpropagation for Fine-Tuning LLMs on Resource-Constrained Mobile Devices EMNLP 2025
Towards Infinite-Long Prefix in Transformer EMNLP 2025
Accelerate Parallelizable Reasoning via Parallel Decoding within One Sequence EMNLP 2025
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time EMNLP 2025
MUZO: Leveraging Multiple Queries and Momentum for Zeroth-Order Fine-Tuning of Large Language Models EMNLP 2025
Variance Sensitivity Induces Attention Entropy Collapse and Instability in Transformers EMNLP 2025
A Training-Free Length Extrapolation Approach for LLMs: Greedy Attention Logit Interpolation EMNLP 2025
CoMMIT: Coordinated Multimodal Instruction Tuning EMNLP 2025
ThoughtProbe: Classifier-Guided LLM Thought Space Exploration via Probing Representations EMNLP 2025
CARFT: Boosting LLM Reasoning via Contrastive Learning with Annotated Chain-of-Thought-based Reinforced Fine-Tuning EMNLP 2025
VersaTune: An Efficient Data Composition Framework for Training Multi-Capability LLMs EMNLP 2025
Learning Dynamical Coupled Operator For High-dimensional Black-box Partial Differential Equations IJCAI 2025
Faster Double Adaptive Gradient Methods AAAI 2025
Good regularity creates large learning rate implicit biases: edge of stability, balancing, and catapult JMLR 2025
Revisiting Gradient Normalization and Clipping for Nonconvex SGD under Heavy-Tailed Noise: Necessity, Sufficiency, and Acceleration JMLR 2025
Efficiently Escaping Saddle Points in Bilevel Optimization JMLR 2025
Global Convergence of Adjoint-Optimized Neural PDEs JMLR 2025
Neural Operators Can Play Dynamic Stackelberg Games JMLR 2025
Equivariant Manifold Neural ODEs and Differential Invariants JMLR 2025
DINT Transformer EMNLP 2025
When Long Helps Short: How Context Length in Supervised Fine-tuning Affects Behavior of Large Language Models EMNLP 2025
Neural Continuous-Time Supermartingale Certificates AAAI 2025